MDENet: Multi-modal Dual-embedding Networks for Malware Open-set Recognition

no code implementations • 2 May 2023 • Jingcai Guo, Yuanyuan Xu, Wenchao Xu, Yufeng Zhan, Yuxia Sun, Song Guo

Malware open-set recognition (MOSR) aims at jointly classifying malware samples from known families and detect the ones from novel unknown families, respectively.

Open Set Learning

CNS-Net: Conservative Novelty Synthesizing Network for Malware Recognition in an Open-set Scenario

no code implementations • 2 May 2023 • Jingcai Guo, Song Guo, Shiheng Ma, Yuxia Sun, Yuanyuan Xu

Previous works usually assume the malware families are known to the classifier in a close-set scenario, i. e., testing families are the subset or at most identical to training families.

Open Set Learning